Overview

Dataset statistics

Number of variables21
Number of observations41188
Missing cells0
Missing cells (%)0.0%
Duplicate rows12
Duplicate rows (%)< 0.1%
Total size in memory30.3 MiB
Average record size in memory770.4 B

Variable types

NUM10
CAT10
BOOL1

Reproduction

Analysis started2020-09-23 11:46:40.388861
Analysis finished2020-09-23 11:47:30.779933
Duration50.39 seconds
Versionpandas-profiling v2.8.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download configurationconfig.yaml

Warnings

Dataset has 12 (< 0.1%) duplicate rows Duplicates
euribor3m is highly correlated with emp.var.rate and 1 other fieldsHigh correlation
emp.var.rate is highly correlated with euribor3m and 1 other fieldsHigh correlation
nr.employed is highly correlated with emp.var.rate and 1 other fieldsHigh correlation
previous has 35563 (86.3%) zeros Zeros

Variables

age
Real number (ℝ≥0)

Distinct count78
Unique (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean40.02406040594348
Minimum17
Maximum98
Zeros0
Zeros (%)0.0%
Memory size321.9 KiB

Quantile statistics

Minimum17
5-th percentile26
Q132
median38
Q347
95-th percentile58
Maximum98
Range81
Interquartile range (IQR)15

Descriptive statistics

Standard deviation10.42124998
Coefficient of variation (CV)0.2603746315
Kurtosis0.7913115312
Mean40.02406041
Median Absolute Deviation (MAD)7
Skewness0.7846968158
Sum1648511
Variance108.6024512
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
3119474.7%
 
3218464.5%
 
3318334.5%
 
3617804.3%
 
3517594.3%
 
3417454.2%
 
3017144.2%
 
3714753.6%
 
2914533.5%
 
3914323.5%
 
3814073.4%
 
4112783.1%
 
4011612.8%
 
4211422.8%
 
4511032.7%
 
4310552.6%
 
4610302.5%
 
4410112.5%
 
2810012.4%
 
489792.4%
 
479282.3%
 
508752.1%
 
278512.1%
 
498392.0%
 
527791.9%
 
Other values (53)876521.3%
 
ValueCountFrequency (%) 
175< 0.1%
 
18280.1%
 
19420.1%
 
20650.2%
 
211020.2%
 
221370.3%
 
232260.5%
 
244631.1%
 
255981.5%
 
266981.7%
 
ValueCountFrequency (%) 
982< 0.1%
 
951< 0.1%
 
941< 0.1%
 
924< 0.1%
 
912< 0.1%
 
892< 0.1%
 
88220.1%
 
871< 0.1%
 
868< 0.1%
 
8515< 0.1%
 

job
Categorical

Distinct count12
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size321.9 KiB
admin.
10422
blue-collar
9254
technician
6743
services
3969
management
2924
Other values (7)
7876
ValueCountFrequency (%) 
admin.1042225.3%
 
blue-collar925422.5%
 
technician674316.4%
 
services39699.6%
 
management29247.1%
 
retired17204.2%
 
entrepreneur14563.5%
 
self-employed14213.5%
 
housemaid10602.6%
 
unemployed10142.5%
 
student8752.1%
 
unknown3300.8%
 

Length

Max length13
Median length10
Mean length8.955229679
Min length6

Overview of Unicode Properties

Unique unicode characters24
Unique unicode categories (?)3
Unique unicode scripts (?)2
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
e4727312.8%
 
n355479.6%
 
a333279.0%
 
l316188.6%
 
i306578.3%
 
c267097.2%
 
r210315.7%
 
m197655.4%
 
d165124.5%
 
t145934.0%
 
u139893.8%
 
o130793.5%
 
s112943.1%
 
-106752.9%
 
.104222.8%
 
b92542.5%
 
h78032.1%
 
v39691.1%
 
p38911.1%
 
g29240.8%
 
y24350.7%
 
f14210.4%
 
k3300.1%
 
w3300.1%
 

Most occurring categories

ValueCountFrequency (%) 
Lowercase Letter34775194.3%
 
Dash Punctuation106752.9%
 
Other Punctuation104222.8%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
e4727313.6%
 
n3554710.2%
 
a333279.6%
 
l316189.1%
 
i306578.8%
 
c267097.7%
 
r210316.0%
 
m197655.7%
 
d165124.7%
 
t145934.2%
 
u139894.0%
 
o130793.8%
 
s112943.2%
 
b92542.7%
 
h78032.2%
 
v39691.1%
 
p38911.1%
 
g29240.8%
 
y24350.7%
 
f14210.4%
 
k3300.1%
 
w3300.1%
 

Most frequent Other Punctuation characters

ValueCountFrequency (%) 
.10422100.0%
 

Most frequent Dash Punctuation characters

ValueCountFrequency (%) 
-10675100.0%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin34775194.3%
 
Common210975.7%
 

Most frequent Latin characters

ValueCountFrequency (%) 
e4727313.6%
 
n3554710.2%
 
a333279.6%
 
l316189.1%
 
i306578.8%
 
c267097.7%
 
r210316.0%
 
m197655.7%
 
d165124.7%
 
t145934.2%
 
u139894.0%
 
o130793.8%
 
s112943.2%
 
b92542.7%
 
h78032.2%
 
v39691.1%
 
p38911.1%
 
g29240.8%
 
y24350.7%
 
f14210.4%
 
k3300.1%
 
w3300.1%
 

Most frequent Common characters

ValueCountFrequency (%) 
-1067550.6%
 
.1042249.4%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII368848100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
e4727312.8%
 
n355479.6%
 
a333279.0%
 
l316188.6%
 
i306578.3%
 
c267097.2%
 
r210315.7%
 
m197655.4%
 
d165124.5%
 
t145934.0%
 
u139893.8%
 
o130793.5%
 
s112943.1%
 
-106752.9%
 
.104222.8%
 
b92542.5%
 
h78032.1%
 
v39691.1%
 
p38911.1%
 
g29240.8%
 
y24350.7%
 
f14210.4%
 
k3300.1%
 
w3300.1%
 

marital
Categorical

Distinct count4
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size321.9 KiB
married
24928
single
11568
divorced
 
4612
unknown
 
80
ValueCountFrequency (%) 
married2492860.5%
 
single1156828.1%
 
divorced461211.2%
 
unknown800.2%
 

Length

Max length8
Median length7
Mean length6.831115859
Min length6

Overview of Unicode Properties

Unique unicode characters16
Unique unicode categories (?)1
Unique unicode scripts (?)1
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
r5446819.4%
 
i4110814.6%
 
e4110814.6%
 
d3415212.1%
 
m249288.9%
 
a249288.9%
 
n118084.2%
 
s115684.1%
 
g115684.1%
 
l115684.1%
 
o46921.7%
 
v46121.6%
 
c46121.6%
 
u80< 0.1%
 
k80< 0.1%
 
w80< 0.1%
 

Most occurring categories

ValueCountFrequency (%) 
Lowercase Letter281360100.0%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
r5446819.4%
 
i4110814.6%
 
e4110814.6%
 
d3415212.1%
 
m249288.9%
 
a249288.9%
 
n118084.2%
 
s115684.1%
 
g115684.1%
 
l115684.1%
 
o46921.7%
 
v46121.6%
 
c46121.6%
 
u80< 0.1%
 
k80< 0.1%
 
w80< 0.1%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin281360100.0%
 

Most frequent Latin characters

ValueCountFrequency (%) 
r5446819.4%
 
i4110814.6%
 
e4110814.6%
 
d3415212.1%
 
m249288.9%
 
a249288.9%
 
n118084.2%
 
s115684.1%
 
g115684.1%
 
l115684.1%
 
o46921.7%
 
v46121.6%
 
c46121.6%
 
u80< 0.1%
 
k80< 0.1%
 
w80< 0.1%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII281360100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
r5446819.4%
 
i4110814.6%
 
e4110814.6%
 
d3415212.1%
 
m249288.9%
 
a249288.9%
 
n118084.2%
 
s115684.1%
 
g115684.1%
 
l115684.1%
 
o46921.7%
 
v46121.6%
 
c46121.6%
 
u80< 0.1%
 
k80< 0.1%
 
w80< 0.1%
 

education
Categorical

Distinct count8
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size321.9 KiB
university.degree
12168
high.school
9515
basic.9y
6045
professional.course
5243
basic.4y
4176
Other values (3)
4041
ValueCountFrequency (%) 
university.degree1216829.5%
 
high.school951523.1%
 
basic.9y604514.7%
 
professional.course524312.7%
 
basic.4y417610.1%
 
basic.6y22925.6%
 
unknown17314.2%
 
illiterate18< 0.1%
 

Length

Max length19
Median length11
Mean length12.7109595
Min length7

Overview of Unicode Properties

Unique unicode characters25
Unique unicode categories (?)3
Unique unicode scripts (?)2
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
e5919411.3%
 
i516439.9%
 
s499259.5%
 
.394397.5%
 
o364907.0%
 
r348406.7%
 
h285455.5%
 
c272715.2%
 
y246814.7%
 
n226044.3%
 
g216834.1%
 
u191423.7%
 
a177743.4%
 
l147942.8%
 
b125132.4%
 
t122042.3%
 
v121682.3%
 
d121682.3%
 
960451.2%
 
p52431.0%
 
f52431.0%
 
441760.8%
 
622920.4%
 
k17310.3%
 
w17310.3%
 

Most occurring categories

ValueCountFrequency (%) 
Lowercase Letter47158790.1%
 
Other Punctuation394397.5%
 
Decimal Number125132.4%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
e5919412.6%
 
i5164311.0%
 
s4992510.6%
 
o364907.7%
 
r348407.4%
 
h285456.1%
 
c272715.8%
 
y246815.2%
 
n226044.8%
 
g216834.6%
 
u191424.1%
 
a177743.8%
 
l147943.1%
 
b125132.7%
 
t122042.6%
 
v121682.6%
 
d121682.6%
 
p52431.1%
 
f52431.1%
 
k17310.4%
 
w17310.4%
 

Most frequent Other Punctuation characters

ValueCountFrequency (%) 
.39439100.0%
 

Most frequent Decimal Number characters

ValueCountFrequency (%) 
9604548.3%
 
4417633.4%
 
6229218.3%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin47158790.1%
 
Common519529.9%
 

Most frequent Latin characters

ValueCountFrequency (%) 
e5919412.6%
 
i5164311.0%
 
s4992510.6%
 
o364907.7%
 
r348407.4%
 
h285456.1%
 
c272715.8%
 
y246815.2%
 
n226044.8%
 
g216834.6%
 
u191424.1%
 
a177743.8%
 
l147943.1%
 
b125132.7%
 
t122042.6%
 
v121682.6%
 
d121682.6%
 
p52431.1%
 
f52431.1%
 
k17310.4%
 
w17310.4%
 

Most frequent Common characters

ValueCountFrequency (%) 
.3943975.9%
 
9604511.6%
 
441768.0%
 
622924.4%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII523539100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
e5919411.3%
 
i516439.9%
 
s499259.5%
 
.394397.5%
 
o364907.0%
 
r348406.7%
 
h285455.5%
 
c272715.2%
 
y246814.7%
 
n226044.3%
 
g216834.1%
 
u191423.7%
 
a177743.4%
 
l147942.8%
 
b125132.4%
 
t122042.3%
 
v121682.3%
 
d121682.3%
 
960451.2%
 
p52431.0%
 
f52431.0%
 
441760.8%
 
622920.4%
 
k17310.3%
 
w17310.3%
 

default
Categorical

Distinct count3
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size321.9 KiB
no
32588
unknown
8597
yes
 
3
ValueCountFrequency (%) 
no3258879.1%
 
unknown859720.9%
 
yes3< 0.1%
 

Length

Max length7
Median length2
Mean length3.043702049
Min length2

Overview of Unicode Properties

Unique unicode characters8
Unique unicode categories (?)1
Unique unicode scripts (?)1
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
n5837946.6%
 
o4118532.9%
 
u85976.9%
 
k85976.9%
 
w85976.9%
 
y3< 0.1%
 
e3< 0.1%
 
s3< 0.1%
 

Most occurring categories

ValueCountFrequency (%) 
Lowercase Letter125364100.0%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
n5837946.6%
 
o4118532.9%
 
u85976.9%
 
k85976.9%
 
w85976.9%
 
y3< 0.1%
 
e3< 0.1%
 
s3< 0.1%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin125364100.0%
 

Most frequent Latin characters

ValueCountFrequency (%) 
n5837946.6%
 
o4118532.9%
 
u85976.9%
 
k85976.9%
 
w85976.9%
 
y3< 0.1%
 
e3< 0.1%
 
s3< 0.1%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII125364100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
n5837946.6%
 
o4118532.9%
 
u85976.9%
 
k85976.9%
 
w85976.9%
 
y3< 0.1%
 
e3< 0.1%
 
s3< 0.1%
 

housing
Categorical

Distinct count3
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size321.9 KiB
yes
21576
no
18622
unknown
 
990
ValueCountFrequency (%) 
yes2157652.4%
 
no1862245.2%
 
unknown9902.4%
 

Length

Max length7
Median length3
Mean length2.644022531
Min length2

Overview of Unicode Properties

Unique unicode characters8
Unique unicode categories (?)1
Unique unicode scripts (?)1
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
n2159219.8%
 
y2157619.8%
 
e2157619.8%
 
s2157619.8%
 
o1961218.0%
 
u9900.9%
 
k9900.9%
 
w9900.9%
 

Most occurring categories

ValueCountFrequency (%) 
Lowercase Letter108902100.0%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
n2159219.8%
 
y2157619.8%
 
e2157619.8%
 
s2157619.8%
 
o1961218.0%
 
u9900.9%
 
k9900.9%
 
w9900.9%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin108902100.0%
 

Most frequent Latin characters

ValueCountFrequency (%) 
n2159219.8%
 
y2157619.8%
 
e2157619.8%
 
s2157619.8%
 
o1961218.0%
 
u9900.9%
 
k9900.9%
 
w9900.9%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII108902100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
n2159219.8%
 
y2157619.8%
 
e2157619.8%
 
s2157619.8%
 
o1961218.0%
 
u9900.9%
 
k9900.9%
 
w9900.9%
 

loan
Categorical

Distinct count3
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size321.9 KiB
no
33950
yes
 
6248
unknown
 
990
ValueCountFrequency (%) 
no3395082.4%
 
yes624815.2%
 
unknown9902.4%
 

Length

Max length7
Median length2
Mean length2.271875303
Min length2

Overview of Unicode Properties

Unique unicode characters8
Unique unicode categories (?)1
Unique unicode scripts (?)1
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
n3692039.5%
 
o3494037.3%
 
y62486.7%
 
e62486.7%
 
s62486.7%
 
u9901.1%
 
k9901.1%
 
w9901.1%
 

Most occurring categories

ValueCountFrequency (%) 
Lowercase Letter93574100.0%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
n3692039.5%
 
o3494037.3%
 
y62486.7%
 
e62486.7%
 
s62486.7%
 
u9901.1%
 
k9901.1%
 
w9901.1%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin93574100.0%
 

Most frequent Latin characters

ValueCountFrequency (%) 
n3692039.5%
 
o3494037.3%
 
y62486.7%
 
e62486.7%
 
s62486.7%
 
u9901.1%
 
k9901.1%
 
w9901.1%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII93574100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
n3692039.5%
 
o3494037.3%
 
y62486.7%
 
e62486.7%
 
s62486.7%
 
u9901.1%
 
k9901.1%
 
w9901.1%
 

contact
Categorical

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size321.9 KiB
cellular
26144
telephone
15044
ValueCountFrequency (%) 
cellular2614463.5%
 
telephone1504436.5%
 

Length

Max length9
Median length8
Mean length8.365252015
Min length8

Overview of Unicode Properties

Unique unicode characters11
Unique unicode categories (?)1
Unique unicode scripts (?)1
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
l9347627.1%
 
e7127620.7%
 
c261447.6%
 
u261447.6%
 
a261447.6%
 
r261447.6%
 
t150444.4%
 
p150444.4%
 
h150444.4%
 
o150444.4%
 
n150444.4%
 

Most occurring categories

ValueCountFrequency (%) 
Lowercase Letter344548100.0%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
l9347627.1%
 
e7127620.7%
 
c261447.6%
 
u261447.6%
 
a261447.6%
 
r261447.6%
 
t150444.4%
 
p150444.4%
 
h150444.4%
 
o150444.4%
 
n150444.4%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin344548100.0%
 

Most frequent Latin characters

ValueCountFrequency (%) 
l9347627.1%
 
e7127620.7%
 
c261447.6%
 
u261447.6%
 
a261447.6%
 
r261447.6%
 
t150444.4%
 
p150444.4%
 
h150444.4%
 
o150444.4%
 
n150444.4%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII344548100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
l9347627.1%
 
e7127620.7%
 
c261447.6%
 
u261447.6%
 
a261447.6%
 
r261447.6%
 
t150444.4%
 
p150444.4%
 
h150444.4%
 
o150444.4%
 
n150444.4%
 

month
Categorical

Distinct count10
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size321.9 KiB
may
13769
jul
7174
aug
6178
jun
5318
nov
4101
Other values (5)
4648
ValueCountFrequency (%) 
may1376933.4%
 
jul717417.4%
 
aug617815.0%
 
jun531812.9%
 
nov410110.0%
 
apr26326.4%
 
oct7181.7%
 
sep5701.4%
 
mar5461.3%
 
dec1820.4%
 

Length

Max length3
Median length3
Mean length3
Min length3

Overview of Unicode Properties

Unique unicode characters17
Unique unicode categories (?)1
Unique unicode scripts (?)1
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
a2312518.7%
 
u1867015.1%
 
m1431511.6%
 
y1376911.1%
 
j1249210.1%
 
n94197.6%
 
l71745.8%
 
g61785.0%
 
o48193.9%
 
v41013.3%
 
p32022.6%
 
r31782.6%
 
c9000.7%
 
e7520.6%
 
t7180.6%
 
s5700.5%
 
d1820.1%
 

Most occurring categories

ValueCountFrequency (%) 
Lowercase Letter123564100.0%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
a2312518.7%
 
u1867015.1%
 
m1431511.6%
 
y1376911.1%
 
j1249210.1%
 
n94197.6%
 
l71745.8%
 
g61785.0%
 
o48193.9%
 
v41013.3%
 
p32022.6%
 
r31782.6%
 
c9000.7%
 
e7520.6%
 
t7180.6%
 
s5700.5%
 
d1820.1%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin123564100.0%
 

Most frequent Latin characters

ValueCountFrequency (%) 
a2312518.7%
 
u1867015.1%
 
m1431511.6%
 
y1376911.1%
 
j1249210.1%
 
n94197.6%
 
l71745.8%
 
g61785.0%
 
o48193.9%
 
v41013.3%
 
p32022.6%
 
r31782.6%
 
c9000.7%
 
e7520.6%
 
t7180.6%
 
s5700.5%
 
d1820.1%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII123564100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
a2312518.7%
 
u1867015.1%
 
m1431511.6%
 
y1376911.1%
 
j1249210.1%
 
n94197.6%
 
l71745.8%
 
g61785.0%
 
o48193.9%
 
v41013.3%
 
p32022.6%
 
r31782.6%
 
c9000.7%
 
e7520.6%
 
t7180.6%
 
s5700.5%
 
d1820.1%
 

day_of_week
Categorical

Distinct count5
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size321.9 KiB
thu
8623
mon
8514
wed
8134
tue
8090
fri
7827
ValueCountFrequency (%) 
thu862320.9%
 
mon851420.7%
 
wed813419.7%
 
tue809019.6%
 
fri782719.0%
 

Length

Max length3
Median length3
Mean length3
Min length3

Overview of Unicode Properties

Unique unicode characters12
Unique unicode categories (?)1
Unique unicode scripts (?)1
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
t1671313.5%
 
u1671313.5%
 
e1622413.1%
 
h86237.0%
 
m85146.9%
 
o85146.9%
 
n85146.9%
 
w81346.6%
 
d81346.6%
 
f78276.3%
 
r78276.3%
 
i78276.3%
 

Most occurring categories

ValueCountFrequency (%) 
Lowercase Letter123564100.0%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
t1671313.5%
 
u1671313.5%
 
e1622413.1%
 
h86237.0%
 
m85146.9%
 
o85146.9%
 
n85146.9%
 
w81346.6%
 
d81346.6%
 
f78276.3%
 
r78276.3%
 
i78276.3%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin123564100.0%
 

Most frequent Latin characters

ValueCountFrequency (%) 
t1671313.5%
 
u1671313.5%
 
e1622413.1%
 
h86237.0%
 
m85146.9%
 
o85146.9%
 
n85146.9%
 
w81346.6%
 
d81346.6%
 
f78276.3%
 
r78276.3%
 
i78276.3%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII123564100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
t1671313.5%
 
u1671313.5%
 
e1622413.1%
 
h86237.0%
 
m85146.9%
 
o85146.9%
 
n85146.9%
 
w81346.6%
 
d81346.6%
 
f78276.3%
 
r78276.3%
 
i78276.3%
 

duration
Real number (ℝ≥0)

Distinct count1544
Unique (%)3.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean258.2850101971448
Minimum0
Maximum4918
Zeros4
Zeros (%)< 0.1%
Memory size321.9 KiB

Quantile statistics

Minimum0
5-th percentile36
Q1102
median180
Q3319
95-th percentile752.65
Maximum4918
Range4918
Interquartile range (IQR)217

Descriptive statistics

Standard deviation259.2792488
Coefficient of variation (CV)1.003849386
Kurtosis20.24793801
Mean258.2850102
Median Absolute Deviation (MAD)94
Skewness3.263141255
Sum10638243
Variance67225.72888
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
851700.4%
 
901700.4%
 
1361680.4%
 
731670.4%
 
1241640.4%
 
871620.4%
 
721610.4%
 
1041610.4%
 
1111600.4%
 
1061590.4%
 
1091580.4%
 
971580.4%
 
1221570.4%
 
1351560.4%
 
921560.4%
 
1141560.4%
 
1391550.4%
 
961550.4%
 
1191550.4%
 
821540.4%
 
891530.4%
 
761530.4%
 
711520.4%
 
1261520.4%
 
1251520.4%
 
Other values (1519)3722490.4%
 
ValueCountFrequency (%) 
04< 0.1%
 
13< 0.1%
 
21< 0.1%
 
33< 0.1%
 
412< 0.1%
 
5300.1%
 
6370.1%
 
7540.1%
 
8690.2%
 
9770.2%
 
ValueCountFrequency (%) 
49181< 0.1%
 
41991< 0.1%
 
37851< 0.1%
 
36431< 0.1%
 
36311< 0.1%
 
35091< 0.1%
 
34221< 0.1%
 
33661< 0.1%
 
33221< 0.1%
 
32841< 0.1%
 

campaign
Real number (ℝ≥0)

Distinct count42
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.567592502670681
Minimum1
Maximum56
Zeros0
Zeros (%)0.0%
Memory size321.9 KiB

Quantile statistics

Minimum1
5-th percentile1
Q11
median2
Q33
95-th percentile7
Maximum56
Range55
Interquartile range (IQR)2

Descriptive statistics

Standard deviation2.770013543
Coefficient of variation (CV)1.078836903
Kurtosis36.97979514
Mean2.567592503
Median Absolute Deviation (MAD)1
Skewness4.762506697
Sum105754
Variance7.672975028
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
11764242.8%
 
21057025.7%
 
3534113.0%
 
426516.4%
 
515993.9%
 
69792.4%
 
76291.5%
 
84001.0%
 
92830.7%
 
102250.5%
 
111770.4%
 
121250.3%
 
13920.2%
 
14690.2%
 
17580.1%
 
15510.1%
 
16510.1%
 
18330.1%
 
20300.1%
 
19260.1%
 
21240.1%
 
2217< 0.1%
 
2316< 0.1%
 
2415< 0.1%
 
2711< 0.1%
 
Other values (17)740.2%
 
ValueCountFrequency (%) 
11764242.8%
 
21057025.7%
 
3534113.0%
 
426516.4%
 
515993.9%
 
69792.4%
 
76291.5%
 
84001.0%
 
92830.7%
 
102250.5%
 
ValueCountFrequency (%) 
561< 0.1%
 
432< 0.1%
 
422< 0.1%
 
411< 0.1%
 
402< 0.1%
 
391< 0.1%
 
371< 0.1%
 
355< 0.1%
 
343< 0.1%
 
334< 0.1%
 

pdays
Real number (ℝ≥0)

Distinct count27
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean962.4754540157328
Minimum0
Maximum999
Zeros15
Zeros (%)< 0.1%
Memory size321.9 KiB

Quantile statistics

Minimum0
5-th percentile999
Q1999
median999
Q3999
95-th percentile999
Maximum999
Range999
Interquartile range (IQR)0

Descriptive statistics

Standard deviation186.9109073
Coefficient of variation (CV)0.194198103
Kurtosis22.22946263
Mean962.475454
Median Absolute Deviation (MAD)0
Skewness-4.922189916
Sum39642439
Variance34935.68728
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
9993967396.3%
 
34391.1%
 
64121.0%
 
41180.3%
 
9640.2%
 
2610.1%
 
7600.1%
 
12580.1%
 
10520.1%
 
5460.1%
 
13360.1%
 
11280.1%
 
1260.1%
 
15240.1%
 
1420< 0.1%
 
818< 0.1%
 
015< 0.1%
 
1611< 0.1%
 
178< 0.1%
 
187< 0.1%
 
193< 0.1%
 
223< 0.1%
 
212< 0.1%
 
261< 0.1%
 
201< 0.1%
 
Other values (2)2< 0.1%
 
ValueCountFrequency (%) 
015< 0.1%
 
1260.1%
 
2610.1%
 
34391.1%
 
41180.3%
 
5460.1%
 
64121.0%
 
7600.1%
 
818< 0.1%
 
9640.2%
 
ValueCountFrequency (%) 
9993967396.3%
 
271< 0.1%
 
261< 0.1%
 
251< 0.1%
 
223< 0.1%
 
212< 0.1%
 
201< 0.1%
 
193< 0.1%
 
187< 0.1%
 
178< 0.1%
 

previous
Real number (ℝ≥0)

ZEROS

Distinct count8
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.17296299893172767
Minimum0
Maximum7
Zeros35563
Zeros (%)86.3%
Memory size321.9 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum7
Range7
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.4949010798
Coefficient of variation (CV)2.861311858
Kurtosis20.10881622
Mean0.1729629989
Median Absolute Deviation (MAD)0
Skewness3.832042243
Sum7124
Variance0.2449270788
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
03556386.3%
 
1456111.1%
 
27541.8%
 
32160.5%
 
4700.2%
 
518< 0.1%
 
65< 0.1%
 
71< 0.1%
 
ValueCountFrequency (%) 
03556386.3%
 
1456111.1%
 
27541.8%
 
32160.5%
 
4700.2%
 
518< 0.1%
 
65< 0.1%
 
71< 0.1%
 
ValueCountFrequency (%) 
71< 0.1%
 
65< 0.1%
 
518< 0.1%
 
4700.2%
 
32160.5%
 
27541.8%
 
1456111.1%
 
03556386.3%
 

poutcome
Categorical

Distinct count3
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size321.9 KiB
nonexistent
35563
failure
 
4252
success
 
1373
ValueCountFrequency (%) 
nonexistent3556386.3%
 
failure425210.3%
 
success13733.3%
 

Length

Max length11
Median length11
Mean length10.45372439
Min length7

Overview of Unicode Properties

Unique unicode characters13
Unique unicode categories (?)1
Unique unicode scripts (?)1
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
n10668924.8%
 
e7675117.8%
 
t7112616.5%
 
i398159.2%
 
s396829.2%
 
o355638.3%
 
x355638.3%
 
u56251.3%
 
f42521.0%
 
a42521.0%
 
l42521.0%
 
r42521.0%
 
c27460.6%
 

Most occurring categories

ValueCountFrequency (%) 
Lowercase Letter430568100.0%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
n10668924.8%
 
e7675117.8%
 
t7112616.5%
 
i398159.2%
 
s396829.2%
 
o355638.3%
 
x355638.3%
 
u56251.3%
 
f42521.0%
 
a42521.0%
 
l42521.0%
 
r42521.0%
 
c27460.6%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin430568100.0%
 

Most frequent Latin characters

ValueCountFrequency (%) 
n10668924.8%
 
e7675117.8%
 
t7112616.5%
 
i398159.2%
 
s396829.2%
 
o355638.3%
 
x355638.3%
 
u56251.3%
 
f42521.0%
 
a42521.0%
 
l42521.0%
 
r42521.0%
 
c27460.6%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII430568100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
n10668924.8%
 
e7675117.8%
 
t7112616.5%
 
i398159.2%
 
s396829.2%
 
o355638.3%
 
x355638.3%
 
u56251.3%
 
f42521.0%
 
a42521.0%
 
l42521.0%
 
r42521.0%
 
c27460.6%
 

emp.var.rate
Real number (ℝ)

HIGH CORRELATION

Distinct count10
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.08188550063125165
Minimum-3.4
Maximum1.4
Zeros0
Zeros (%)0.0%
Memory size321.9 KiB

Quantile statistics

Minimum-3.4
5-th percentile-2.9
Q1-1.8
median1.1
Q31.4
95-th percentile1.4
Maximum1.4
Range4.8
Interquartile range (IQR)3.2

Descriptive statistics

Standard deviation1.570959741
Coefficient of variation (CV)19.18483405
Kurtosis-1.062631525
Mean0.08188550063
Median Absolute Deviation (MAD)0.3
Skewness-0.7240955492
Sum3372.7
Variance2.467914506
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
1.41623439.4%
 
-1.8918422.3%
 
1.1776318.8%
 
-0.136838.9%
 
-2.916634.0%
 
-3.410712.6%
 
-1.77731.9%
 
-1.16351.5%
 
-31720.4%
 
-0.210< 0.1%
 
ValueCountFrequency (%) 
-3.410712.6%
 
-31720.4%
 
-2.916634.0%
 
-1.8918422.3%
 
-1.77731.9%
 
-1.16351.5%
 
-0.210< 0.1%
 
-0.136838.9%
 
1.1776318.8%
 
1.41623439.4%
 
ValueCountFrequency (%) 
1.41623439.4%
 
1.1776318.8%
 
-0.136838.9%
 
-0.210< 0.1%
 
-1.16351.5%
 
-1.77731.9%
 
-1.8918422.3%
 
-2.916634.0%
 
-31720.4%
 
-3.410712.6%
 

cons.price.idx
Real number (ℝ≥0)

Distinct count26
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean93.5756643682626
Minimum92.20100000000001
Maximum94.76700000000001
Zeros0
Zeros (%)0.0%
Memory size321.9 KiB

Quantile statistics

Minimum92.201
5-th percentile92.713
Q193.075
median93.749
Q393.994
95-th percentile94.465
Maximum94.767
Range2.566
Interquartile range (IQR)0.919

Descriptive statistics

Standard deviation0.578840049
Coefficient of variation (CV)0.00618579684
Kurtosis-0.8298085772
Mean93.57566437
Median Absolute Deviation (MAD)0.38
Skewness-0.2308876514
Sum3854194.464
Variance0.3350558023
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
93.994776318.8%
 
93.918668516.2%
 
92.893579414.1%
 
93.444517512.6%
 
94.465437410.6%
 
93.236168.8%
 
93.07524586.0%
 
92.2017701.9%
 
92.9637151.7%
 
92.4314471.1%
 
92.6493570.9%
 
94.2153110.8%
 
94.1993030.7%
 
92.8432820.7%
 
92.3792670.6%
 
93.3692640.6%
 
94.0272330.6%
 
94.0552290.6%
 
93.8762120.5%
 
94.6012040.5%
 
92.4691780.4%
 
93.7491740.4%
 
92.7131720.4%
 
94.7671280.3%
 
93.798670.2%
 
ValueCountFrequency (%) 
92.2017701.9%
 
92.3792670.6%
 
92.4314471.1%
 
92.4691780.4%
 
92.6493570.9%
 
92.7131720.4%
 
92.75610< 0.1%
 
92.8432820.7%
 
92.893579414.1%
 
92.9637151.7%
 
ValueCountFrequency (%) 
94.7671280.3%
 
94.6012040.5%
 
94.465437410.6%
 
94.2153110.8%
 
94.1993030.7%
 
94.0552290.6%
 
94.0272330.6%
 
93.994776318.8%
 
93.918668516.2%
 
93.8762120.5%
 

cons.conf.idx
Real number (ℝ)

Distinct count26
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-40.50260027192386
Minimum-50.8
Maximum-26.9
Zeros0
Zeros (%)0.0%
Memory size321.9 KiB

Quantile statistics

Minimum-50.8
5-th percentile-47.1
Q1-42.7
median-41.8
Q3-36.4
95-th percentile-33.6
Maximum-26.9
Range23.9
Interquartile range (IQR)6.3

Descriptive statistics

Standard deviation4.628197856
Coefficient of variation (CV)-0.1142691537
Kurtosis-0.3585583105
Mean-40.50260027
Median Absolute Deviation (MAD)4.4
Skewness0.3031798587
Sum-1668221.1
Variance21.4202154
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-36.4776318.8%
 
-42.7668516.2%
 
-46.2579414.1%
 
-36.1517512.6%
 
-41.8437410.6%
 
-4236168.8%
 
-47.124586.0%
 
-31.47701.9%
 
-40.87151.7%
 
-26.94471.1%
 
-30.13570.9%
 
-40.33110.8%
 
-37.53030.7%
 
-502820.7%
 
-29.82670.6%
 
-34.82640.6%
 
-38.32330.6%
 
-39.82290.6%
 
-402120.5%
 
-49.52040.5%
 
-33.61780.4%
 
-34.61740.4%
 
-331720.4%
 
-50.81280.3%
 
-40.4670.2%
 
ValueCountFrequency (%) 
-50.81280.3%
 
-502820.7%
 
-49.52040.5%
 
-47.124586.0%
 
-46.2579414.1%
 
-45.910< 0.1%
 
-42.7668516.2%
 
-4236168.8%
 
-41.8437410.6%
 
-40.87151.7%
 
ValueCountFrequency (%) 
-26.94471.1%
 
-29.82670.6%
 
-30.13570.9%
 
-31.47701.9%
 
-331720.4%
 
-33.61780.4%
 
-34.61740.4%
 
-34.82640.6%
 
-36.1517512.6%
 
-36.4776318.8%
 

euribor3m
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count316
Unique (%)0.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.621290812858114
Minimum0.634
Maximum5.045
Zeros0
Zeros (%)0.0%
Memory size321.9 KiB

Quantile statistics

Minimum0.634
5-th percentile0.797
Q11.344
median4.857
Q34.961
95-th percentile4.966
Maximum5.045
Range4.411
Interquartile range (IQR)3.617

Descriptive statistics

Standard deviation1.734447405
Coefficient of variation (CV)0.4789583313
Kurtosis-1.406802622
Mean3.621290813
Median Absolute Deviation (MAD)0.108
Skewness-0.7091879564
Sum149153.726
Variance3.0083078
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
4.85728687.0%
 
4.96226136.3%
 
4.96324876.0%
 
4.96119024.6%
 
4.85612102.9%
 
4.96411752.9%
 
1.40511692.8%
 
4.96510712.6%
 
4.86410442.5%
 
4.9610132.5%
 
4.9689922.4%
 
4.9598952.2%
 
4.868922.2%
 
4.8558402.0%
 
4.0768222.0%
 
1.2668202.0%
 
4.8597881.9%
 
4.127561.8%
 
4.8587331.8%
 
4.1536901.7%
 
4.0216761.6%
 
4.9676431.6%
 
1.2816371.5%
 
4.9666221.5%
 
4.1916101.5%
 
Other values (291)1322032.1%
 
ValueCountFrequency (%) 
0.6348< 0.1%
 
0.635430.1%
 
0.63614< 0.1%
 
0.6376< 0.1%
 
0.6387< 0.1%
 
0.63916< 0.1%
 
0.6410< 0.1%
 
0.642350.1%
 
0.643230.1%
 
0.644380.1%
 
ValueCountFrequency (%) 
5.0459< 0.1%
 
57< 0.1%
 
4.971720.4%
 
4.9689922.4%
 
4.9676431.6%
 
4.9666221.5%
 
4.96510712.6%
 
4.96411752.9%
 
4.96324876.0%
 
4.96226136.3%
 

nr.employed
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count11
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5167.035910944936
Minimum4963.6
Maximum5228.1
Zeros0
Zeros (%)0.0%
Memory size321.9 KiB

Quantile statistics

Minimum4963.6
5-th percentile5017.5
Q15099.1
median5191
Q35228.1
95-th percentile5228.1
Maximum5228.1
Range264.5
Interquartile range (IQR)129

Descriptive statistics

Standard deviation72.25152767
Coefficient of variation (CV)0.01398316732
Kurtosis-0.003760375696
Mean5167.035911
Median Absolute Deviation (MAD)37.1
Skewness-1.044262407
Sum212819875.1
Variance5220.28325
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
5228.11623439.4%
 
5099.1853420.7%
 
5191776318.8%
 
5195.836838.9%
 
5076.216634.0%
 
5017.510712.6%
 
4991.67731.9%
 
5008.76501.6%
 
4963.66351.5%
 
5023.51720.4%
 
5176.310< 0.1%
 
ValueCountFrequency (%) 
4963.66351.5%
 
4991.67731.9%
 
5008.76501.6%
 
5017.510712.6%
 
5023.51720.4%
 
5076.216634.0%
 
5099.1853420.7%
 
5176.310< 0.1%
 
5191776318.8%
 
5195.836838.9%
 
ValueCountFrequency (%) 
5228.11623439.4%
 
5195.836838.9%
 
5191776318.8%
 
5176.310< 0.1%
 
5099.1853420.7%
 
5076.216634.0%
 
5023.51720.4%
 
5017.510712.6%
 
5008.76501.6%
 
4991.67731.9%
 

y
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size321.9 KiB
no
36548
yes
 
4640
ValueCountFrequency (%) 
no3654888.7%
 
yes464011.3%
 

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Missing values

Sample

First rows

agejobmaritaleducationdefaulthousingloancontactmonthday_of_weekdurationcampaignpdayspreviouspoutcomeemp.var.ratecons.price.idxcons.conf.idxeuribor3mnr.employedy
056housemaidmarriedbasic.4ynononotelephonemaymon26119990nonexistent1.193.994-36.44.8575191.0no
157servicesmarriedhigh.schoolunknownnonotelephonemaymon14919990nonexistent1.193.994-36.44.8575191.0no
237servicesmarriedhigh.schoolnoyesnotelephonemaymon22619990nonexistent1.193.994-36.44.8575191.0no
340admin.marriedbasic.6ynononotelephonemaymon15119990nonexistent1.193.994-36.44.8575191.0no
456servicesmarriedhigh.schoolnonoyestelephonemaymon30719990nonexistent1.193.994-36.44.8575191.0no
545servicesmarriedbasic.9yunknownnonotelephonemaymon19819990nonexistent1.193.994-36.44.8575191.0no
659admin.marriedprofessional.coursenononotelephonemaymon13919990nonexistent1.193.994-36.44.8575191.0no
741blue-collarmarriedunknownunknownnonotelephonemaymon21719990nonexistent1.193.994-36.44.8575191.0no
824techniciansingleprofessional.coursenoyesnotelephonemaymon38019990nonexistent1.193.994-36.44.8575191.0no
925servicessinglehigh.schoolnoyesnotelephonemaymon5019990nonexistent1.193.994-36.44.8575191.0no

Last rows

agejobmaritaleducationdefaulthousingloancontactmonthday_of_weekdurationcampaignpdayspreviouspoutcomeemp.var.ratecons.price.idxcons.conf.idxeuribor3mnr.employedy
4117862retiredmarrieduniversity.degreenononocellularnovthu483263success-1.194.767-50.81.0314963.6yes
4117964retireddivorcedprofessional.coursenoyesnocellularnovfri15139990nonexistent-1.194.767-50.81.0284963.6no
4118036admin.marrieduniversity.degreenononocellularnovfri25429990nonexistent-1.194.767-50.81.0284963.6no
4118137admin.marrieduniversity.degreenoyesnocellularnovfri28119990nonexistent-1.194.767-50.81.0284963.6yes
4118229unemployedsinglebasic.4ynoyesnocellularnovfri112191success-1.194.767-50.81.0284963.6no
4118373retiredmarriedprofessional.coursenoyesnocellularnovfri33419990nonexistent-1.194.767-50.81.0284963.6yes
4118446blue-collarmarriedprofessional.coursenononocellularnovfri38319990nonexistent-1.194.767-50.81.0284963.6no
4118556retiredmarrieduniversity.degreenoyesnocellularnovfri18929990nonexistent-1.194.767-50.81.0284963.6no
4118644technicianmarriedprofessional.coursenononocellularnovfri44219990nonexistent-1.194.767-50.81.0284963.6yes
4118774retiredmarriedprofessional.coursenoyesnocellularnovfri23939991failure-1.194.767-50.81.0284963.6no

Duplicate rows

Most frequent

agejobmaritaleducationdefaulthousingloancontactmonthday_of_weekdurationcampaignpdayspreviouspoutcomeemp.var.ratecons.price.idxcons.conf.idxeuribor3mnr.employedycount
024servicessinglehigh.schoolnoyesnocellularaprtue11419990nonexistent-1.893.075-47.11.4235099.1no2
127techniciansingleprofessional.coursenononocellularjulmon33129990nonexistent1.493.918-42.74.9625228.1no2
232techniciansingleprofessional.coursenoyesnocellularjulthu12819990nonexistent1.493.918-42.74.9685228.1no2
335admin.marrieduniversity.degreenoyesnocellularmayfri34849990nonexistent-1.892.893-46.21.3135099.1no2
436retiredmarriedunknownnononotelephonejulthu8819990nonexistent1.493.918-42.74.9665228.1no2
539admin.marrieduniversity.degreenononocellularnovtue12329990nonexistent-0.193.200-42.04.1535195.8no2
639blue-collarmarriedbasic.6ynononotelephonemaythu12419990nonexistent1.193.994-36.44.8555191.0no2
741technicianmarriedprofessional.coursenoyesnocellularaugtue12719990nonexistent1.493.444-36.14.9665228.1no2
845admin.marrieduniversity.degreenononocellularjulthu25219990nonexistent-2.992.469-33.61.0725076.2yes2
947techniciandivorcedhigh.schoolnoyesnocellularjulthu4339990nonexistent1.493.918-42.74.9625228.1no2